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Roth AM, Buggeln JH, Hoh JE, Wood JM, Sullivan SR, Ngo TT, Calalo JA, Lokesh R, Morton SM, Grill S, Jeka JJ, Carter MJ, Cashaback JGA. Roles and interplay of reinforcement-based and error-based processes during reaching and gait in neurotypical adults and individuals with Parkinson's disease. PLoS Comput Biol 2024; 20:e1012474. [PMID: 39401183 PMCID: PMC11472932 DOI: 10.1371/journal.pcbi.1012474] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2024] [Accepted: 09/11/2024] [Indexed: 10/17/2024] Open
Abstract
From a game of darts to neurorehabilitation, the ability to explore and fine tune our movements is critical for success. Past work has shown that exploratory motor behaviour in response to reinforcement (reward) feedback is closely linked with the basal ganglia, while movement corrections in response to error feedback is commonly attributed to the cerebellum. While our past work has shown these processes are dissociable during adaptation, it is unknown how they uniquely impact exploratory behaviour. Moreover, converging neuroanatomical evidence shows direct and indirect connections between the basal ganglia and cerebellum, suggesting that there is an interaction between reinforcement-based and error-based neural processes. Here we examine the unique roles and interaction between reinforcement-based and error-based processes on sensorimotor exploration in a neurotypical population. We also recruited individuals with Parkinson's disease to gain mechanistic insight into the role of the basal ganglia and associated reinforcement pathways in sensorimotor exploration. Across three reaching experiments, participants were given either reinforcement feedback, error feedback, or simultaneously both reinforcement & error feedback during a sensorimotor task that encouraged exploration. Our reaching results, a re-analysis of a previous gait experiment, and our model suggests that in isolation, reinforcement-based and error-based processes respectively boost and suppress exploration. When acting in concert, we found that reinforcement-based and error-based processes interact by mutually opposing one another. Finally, we found that those with Parkinson's disease had decreased exploration when receiving reinforcement feedback, supporting the notion that compromised reinforcement-based processes reduces the ability to explore new motor actions. Understanding the unique and interacting roles of reinforcement-based and error-based processes may help to inform neurorehabilitation paradigms where it is important to discover new and successful motor actions.
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Affiliation(s)
- Adam M. Roth
- Department of Mechanical Engineering, University of Delaware, Newark, Delaware, United States of America
| | - John H. Buggeln
- Department of Biomedical Engineering, University of Delaware, Newark, Delaware, United States of America
| | - Joanna E. Hoh
- Kinesiology and Applied Physiology, University of Delaware, Newark, Delaware, United States of America
- Biomechanics and Movement Science Program, University of Delaware, Newark, Delaware, United States of America
| | - Jonathan M. Wood
- Biomechanics and Movement Science Program, University of Delaware, Newark, Delaware, United States of America
- Department of Physical Therapy, University of Delaware, Newark, Delaware, United States of America
- Interdisciplinary Neuroscience Graduate Program, University of Delaware, Newark, Delaware, United States of America
| | - Seth R. Sullivan
- Department of Biomedical Engineering, University of Delaware, Newark, Delaware, United States of America
| | - Truc T. Ngo
- Department of Biomedical Engineering, University of Delaware, Newark, Delaware, United States of America
| | - Jan A. Calalo
- Department of Mechanical Engineering, University of Delaware, Newark, Delaware, United States of America
| | - Rakshith Lokesh
- Department of Biomedical Engineering, University of Delaware, Newark, Delaware, United States of America
| | - Susanne M. Morton
- Biomechanics and Movement Science Program, University of Delaware, Newark, Delaware, United States of America
- Department of Physical Therapy, University of Delaware, Newark, Delaware, United States of America
- Interdisciplinary Neuroscience Graduate Program, University of Delaware, Newark, Delaware, United States of America
| | - Stephen Grill
- Kinesiology and Applied Physiology, University of Delaware, Newark, Delaware, United States of America
- Johns Hopkins Regional Physicians, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - John J. Jeka
- Kinesiology and Applied Physiology, University of Delaware, Newark, Delaware, United States of America
- Biomechanics and Movement Science Program, University of Delaware, Newark, Delaware, United States of America
- Interdisciplinary Neuroscience Graduate Program, University of Delaware, Newark, Delaware, United States of America
| | - Michael J. Carter
- Department of Kinesiology, McMaster University, Hamilton, Ontario, Canada
| | - Joshua G. A. Cashaback
- Department of Mechanical Engineering, University of Delaware, Newark, Delaware, United States of America
- Department of Biomedical Engineering, University of Delaware, Newark, Delaware, United States of America
- Kinesiology and Applied Physiology, University of Delaware, Newark, Delaware, United States of America
- Biomechanics and Movement Science Program, University of Delaware, Newark, Delaware, United States of America
- Interdisciplinary Neuroscience Graduate Program, University of Delaware, Newark, Delaware, United States of America
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Berlijn AM, Huvermann DM, Schneider S, Bellebaum C, Timmann D, Minnerop M, Peterburs J. The Role of the Human Cerebellum for Learning from and Processing of External Feedback in Non-Motor Learning: A Systematic Review. CEREBELLUM (LONDON, ENGLAND) 2024; 23:1532-1551. [PMID: 38379034 PMCID: PMC11269477 DOI: 10.1007/s12311-024-01669-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 02/07/2024] [Indexed: 02/22/2024]
Abstract
This review aimed to systematically identify and comprehensively review the role of the cerebellum in performance monitoring, focusing on learning from and on processing of external feedback in non-motor learning. While 1078 articles were screened for eligibility, ultimately 36 studies were included in which external feedback was delivered in cognitive tasks and which referenced the cerebellum. These included studies in patient populations with cerebellar damage and studies in healthy subjects applying neuroimaging. Learning performance in patients with different cerebellar diseases was heterogeneous, with only about half of all patients showing alterations. One patient study using EEG demonstrated that damage to the cerebellum was associated with altered neural processing of external feedback. Studies assessing brain activity with task-based fMRI or PET and one resting-state functional imaging study that investigated connectivity changes following feedback-based learning in healthy participants revealed involvement particularly of lateral and posterior cerebellar regions in processing of and learning from external feedback. Cerebellar involvement was found at different stages, e.g., during feedback anticipation and following the onset of the feedback stimuli, substantiating the cerebellum's relevance for different aspects of performance monitoring such as feedback prediction. Future research will need to further elucidate precisely how, where, and when the cerebellum modulates the prediction and processing of external feedback information, which cerebellar subregions are particularly relevant, and to what extent cerebellar diseases alter these processes.
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Affiliation(s)
- Adam M Berlijn
- Faculty of Mathematics and Natural Sciences, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty & University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany.
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany.
| | - Dana M Huvermann
- Faculty of Mathematics and Natural Sciences, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Department of Neurology and Center for Translational and Behavioral Neurosciences (C-TNBS), Essen University Hospital, University of Duisburg-Essen, Essen, Germany
| | - Sandra Schneider
- Faculty of Mathematics and Natural Sciences, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Christian Bellebaum
- Faculty of Mathematics and Natural Sciences, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
| | - Dagmar Timmann
- Department of Neurology and Center for Translational and Behavioral Neurosciences (C-TNBS), Essen University Hospital, University of Duisburg-Essen, Essen, Germany
| | - Martina Minnerop
- Institute of Clinical Neuroscience and Medical Psychology, Medical Faculty & University Hospital Düsseldorf, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Department of Neurology, Center for Movement Disorders and Neuromodulation, Medical Faculty & Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Institute of Neuroscience and Medicine (INM-1), Research Centre Jülich, Jülich, Germany
| | - Jutta Peterburs
- Faculty of Mathematics and Natural Sciences, Heinrich Heine University Düsseldorf, Düsseldorf, Germany
- Institute of Systems Medicine and Department of Human Medicine, MSH Medical School Hamburg, Hamburg, Germany
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